{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import tensorflow as tf\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "227*227*3  11,4,96  55*55*96\n",
    "55*55*96   3,2      27*27*96\n",
    "27*27*96   5,1,256  27*27*256\n",
    "27*27*256  3，2     13*13*256\n",
    "384，384，256       13*13*256\n",
    "13*13*256  3,2      6*6*256\n",
    "9216\n",
    "4096 drop\n",
    "4096 drop\n",
    "1000 softmax\n",
    "权重初始化均值为零 方差为0.01"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"model\"\n",
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         [(None, 227, 227, 3)]     0         \n",
      "_________________________________________________________________\n",
      "conv2d (Conv2D)              (None, 55, 55, 96)        34944     \n",
      "_________________________________________________________________\n",
      "max_pooling2d (MaxPooling2D) (None, 27, 27, 96)        0         \n",
      "_________________________________________________________________\n",
      "conv2d_1 (Conv2D)            (None, 27, 27, 256)       614656    \n",
      "_________________________________________________________________\n",
      "max_pooling2d_1 (MaxPooling2 (None, 13, 13, 256)       0         \n",
      "_________________________________________________________________\n",
      "conv2d_2 (Conv2D)            (None, 13, 13, 384)       885120    \n",
      "_________________________________________________________________\n",
      "conv2d_3 (Conv2D)            (None, 13, 13, 384)       1327488   \n",
      "_________________________________________________________________\n",
      "conv2d_4 (Conv2D)            (None, 13, 13, 256)       884992    \n",
      "_________________________________________________________________\n",
      "max_pooling2d_2 (MaxPooling2 (None, 6, 6, 256)         0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 9216)              0         \n",
      "_________________________________________________________________\n",
      "dense (Dense)                (None, 4096)              37752832  \n",
      "_________________________________________________________________\n",
      "dropout (Dropout)            (None, 4096)              0         \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 4096)              16781312  \n",
      "_________________________________________________________________\n",
      "dropout_1 (Dropout)          (None, 4096)              0         \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 1000)              4097000   \n",
      "=================================================================\n",
      "Total params: 62,378,344\n",
      "Trainable params: 62,378,344\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Input=tf.keras.layers.Input(shape=(227,227,3))\n",
    "\n",
    "conv1=tf.keras.layers.Conv2D(96,11,4,activation='relu',\n",
    "                               kernel_initializer=tf.initializers.RandomNormal(mean=0.0, stddev=0.01))(Input)\n",
    "pool1=tf.keras.layers.MaxPooling2D(pool_size=(3,3),strides=2)(conv1)\n",
    "\n",
    "conv2=tf.keras.layers.Conv2D(256,5,1,activation='relu',padding='same',\n",
    "                               kernel_initializer=tf.initializers.RandomNormal(mean=0.0, stddev=0.01))(pool1)\n",
    "pool2=tf.keras.layers.MaxPooling2D(pool_size=(3,3),strides=2)(conv2)\n",
    "\n",
    "conv3=tf.keras.layers.Conv2D(384,3,1,activation='relu',padding='same',\n",
    "                               kernel_initializer=tf.initializers.RandomNormal(mean=0.0, stddev=0.01))(pool2)\n",
    "conv4=tf.keras.layers.Conv2D(384,3,1,activation='relu',padding='same',\n",
    "                               kernel_initializer=tf.initializers.RandomNormal(mean=0.0, stddev=0.01))(conv3)\n",
    "conv5=tf.keras.layers.Conv2D(256,3,1,activation='relu',padding='same',\n",
    "                               kernel_initializer=tf.initializers.RandomNormal(mean=0.0, stddev=0.01))(conv4)\n",
    "\n",
    "pool3=tf.keras.layers.MaxPooling2D(pool_size=(3,3),strides=2)(conv5)\n",
    "\n",
    "flatten=tf.keras.layers.Flatten()(pool3)\n",
    "\n",
    "den1=tf.keras.layers.Dense(4096,activation='relu',\n",
    "                           kernel_initializer=tf.initializers.RandomNormal(mean=0.0, stddev=0.01))(flatten)\n",
    "drop1=tf.keras.layers.Dropout(0.5)(den1)\n",
    "\n",
    "den2=tf.keras.layers.Dense(4096,activation='relu',\n",
    "                           kernel_initializer=tf.initializers.RandomNormal(mean=0.0, stddev=0.01))(drop1)\n",
    "drop2=tf.keras.layers.Dropout(0.5)(den2)\n",
    "\n",
    "out_put=tf.keras.layers.Dense(1000,activation='softmax',\n",
    "                              kernel_initializer=tf.initializers.RandomNormal(mean=0.0, stddev=0.01))(drop2)\n",
    "model=tf.keras.Model(inputs=Input,outputs=out_put)\n",
    "model.summary()\n",
    "\n",
    "\n",
    "tf.keras.utils.plot_model(model,to_file='AlexNet.png', show_shapes=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
